Topic 04

Content & authority architecture

How to structure pages and off-site signals so AI trusts and retrieves them: the cluster models, the page anatomy, and the trust signals that correlate with citations.

5 articles

Content & Authority · Off-Site

The Reddit GEO Playbook

Reddit drives 20.8% of B2B AI citations. Which threads AI cites (80% have under 20 upvotes), how each engine reads Reddit, and the 9:1 workflow to earn citations without getting banned.

Authority Seeding · Off-Site GEO

Why AI Cites Reddit, G2 & Analysts Over Your Website

The off-site authority stack AI engines actually pull from, and how to seed G2, Reddit and analyst reviews so they feed AI answers.

Content Strategy · GEO

The Topical Authority Cluster That Gets B2B Brands Into AI Shortlists

+41% citation lift from statistics, 86% of citations from brand-managed sources. The hybrid cluster architecture and Share of Model measurement framework.

GEO Strategy · Brand

Hallucination-Proofing Your Brand: The Content Architecture That Stops AI Getting You Wrong

+41% citation lift from statistics; 54% fewer hallucinations with knowledge graphs. Schema @graph, /llms.txt, Answer Capsules, and Proof-Pairing Density.

Content Architecture · GEO

Anatomy of a High-Citation Page: Reverse-Engineering What Gets Pulled Into AI Answers

38% top-10 overlap; 55% of citations come from the first 30% of the page. What heading structure, paragraph density, and answer-lead formatting look like on cited pages.

Authority Seeding · GEO

Authority Seeding for AI: Building the Off-Site Signal Stack That LLMs Actually Trust

Unlinked mentions correlate at r=0.664 vs r=0.218 for backlinks. The five-gate citation gauntlet, platform profiles, and a five-phase execution blueprint.